Introduction To AI - Course 1
10 modules
English
Lifetime access
Overview
Introduction To AI
Modules
Week 1: Introduction to AI
3 attachments • 9.11 mins
What is AI and why is it important
Historical perspective on AI
Applications of AI in industry and society
Week 2: Problem Solving and Search
3 attachments • 8.41 mins
Introduction to problem-solving and search algorithms
Uninformed and informed search algorithms
Heuristics and local search
Week 3: Reasoning and Planning
3 attachments • 8 mins
Introduction to reasoning and planning
Propositional and first-order logic
Planning and decision-making
Week 4: Uncertainty and Learning
3 attachments • 10.34 mins
Dealing with uncertainty in AI
Probability theory and Bayesian networks
Introduction to machine learning
Week 5: Machine Learning
3 attachments • 8.3 mins
supervised learning
unsupervised learning
Reinforcement learning
Week 6: Deep Learning and Neural Networks
3 attachments • 11.79 mins
Introduction to deep learning
Neural network architecture and training
convolutional neural network and their application
Week 7: Natural Language Processing (NLP)
3 attachments • 13.45 mins
introduction to NLP
Part-of-speech tagging and named entity recognition
language models and tokenization
Week 8: AI Ethics and Future of AI
3 attachments • 8.81 mins
ethical consideration in AI
Impact of AI on society and employment
Future of AI research and applications
Introduction To AI - Assessment
Final Assessment - Introduction To AI
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